AUG 14, 2026 · JOURNAL ARTICLE
Identification of a stemness-related prognostic signature and functional characterization of NCAPG in hepatocellular carcinoma
BMC Gastroenterology
A multi-algorithm machine learning signature study with external validation across four datasets and functional validation of a candidate gene, showing clear prognostic separation but limited by retrospective cohort design and surrogate endpoints rather than prospective clinical outcomes.
Reported
C-index (average)0.8015
P-value for low-risk prognosis ac…P < 0.05
Number of published models outper…31